Updated September 2026. Corrected the model registry and metadata details, and added what changed since the original post: MLflow 3, ZenML’s Model Control Plane, and TFX narrowing its focus. For a head-to-head of the two most compared tools, see TFX vs MLflow.

Machine learning operations …